Interpretable Concept-Based Classification with Shapley Values
Among the family of rule-based classification models, there are classifiers based on conjunctions of binary attributes. For example, JSM-method of automatic reasoning (named after John Stuart Mill) was formulated as a classification technique in terms of
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Mehwish Alam Tanya Braun Bruno Yun (Eds.)
Ontologies and Concepts in Mind and Machine 25th International Conference on Conceptual Structures, ICCS 2020 Bolzano, Italy, September 18–20, 2020, Proceedings
123
Lecture Notes in Artificial Intelligence Subseries of Lecture Notes in Computer Science
Series Editors Randy Goebel University of Alberta, Edmonton, Canada Yuzuru Tanaka Hokkaido University, Sapporo, Japan Wolfgang Wahlster DFKI and Saarland University, Saarbrücken, Germany
Founding Editor Jörg Siekmann DFKI and Saarland University, Saarbrücken, Germany
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More information about this series at http://www.springer.com/series/1244
Mehwish Alam Tanya Braun Bruno Yun (Eds.) •
•
Ontologies and Concepts in Mind and Machine 25th International Conference on Conceptual Structures, ICCS 2020 Bolzano, Italy, September 18–20, 2020 Proceedings
123
Editors Mehwish Alam FIZ Karlsruhe – Leibniz Institute for Information Infrastructure Karlsruhe, Germany
Tanya Braun Institute of Information Systems University of Lübeck Lübeck, Germany
Bruno Yun Department of Computing Science University of Aberdeen Aberdeen, UK
ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notes in Artificial Intelligence ISBN 978-3-030-57854-1 ISBN 978-3-030-57855-8 (eBook) https://doi.org/10.1007/978-3-030-57855-8 LNCS Sublibrary: SL7 – Artificial Intelligence © Springer Nature Switzerland AG 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
Preface
The 25th edition of the International Conference on Conceptual Structures (ICCS 2020) took place in Bozen-Bolzano, Italy, during 18–20 September, 2020, under the title “Ontologies and Concepts in Mind and Machine.” Since 1993, ICCS has been an yearly venue for publis
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